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Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review. How this is built →

Co-authorship neighborhood

A bounded, provider-scoped projection of shared papers in this corpus. It is not a map of importance, influence, intellectual similarity, geography, or causal relationships.

Carolina Cruz-Neira's displayed neighborhood

5 of 5 direct collaborators shown.

View profile
1Distinct papers
5Unique collaborators
5.0Full weighted degree
Active span
6Component size

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for Carolina Cruz-Neira A deterministic circular layout of the focal author and up to 20 direct collaborators. Edge thickness represents full shared-paper weight. An ordered table follows the graphic. Carolina Cruz-Neira Christopher Ivan Hernandez Dirk Reiners Grace Bochenek Shaida Kargarnovin Waldemar Karwowski
Circular placement is deterministic and only prevents overlap. Proximity and direction do not measure intellectual, geographic, social, or causal distance. Square = focal author; circles = collaborators; labels identify the focal and highest-weight neighbors.

Ordered author table

Scroll the table horizontally to see every column.

Accessible table equivalent for nodes in the displayed subgraph, ordered with the focal author first and collaborators by selected edge weight. Metrics use each node's full filtered provider scope, not only displayed edges.
Display orderAuthorRoleDistinct papersUnique collaboratorsWeighted degreeActive span
1 Carolina Cruz-Neira Focal 1 5 5.0 Unavailable
2 Christopher Ivan Hernandez Direct collaborator 1 5 5.0 Unavailable
3 Dirk Reiners Direct collaborator 1 5 5.0 Unavailable
4 Grace Bochenek Direct collaborator 1 5 5.0 Unavailable
5 Shaida Kargarnovin Direct collaborator 1 5 5.0 Unavailable
6 Waldemar Karwowski Direct collaborator 1 5 5.0 Unavailable

Displayed collaboration table

Scroll the table horizontally to see every column.

Undirected co-authorship edges among displayed authors. Each pair is listed once.
Author pairShared papersFull weightFractional weight
Dirk Reiners — Carolina Cruz-Neira110.2
Dirk Reiners — Christopher Ivan Hernandez110.2
Dirk Reiners — Waldemar Karwowski110.2
Dirk Reiners — Grace Bochenek110.2
Dirk Reiners — Shaida Kargarnovin110.2
Carolina Cruz-Neira — Christopher Ivan Hernandez110.2
Carolina Cruz-Neira — Waldemar Karwowski110.2
Carolina Cruz-Neira — Grace Bochenek110.2
Carolina Cruz-Neira — Shaida Kargarnovin110.2
Christopher Ivan Hernandez — Waldemar Karwowski110.2
Christopher Ivan Hernandez — Grace Bochenek110.2
Christopher Ivan Hernandez — Shaida Kargarnovin110.2
Waldemar Karwowski — Grace Bochenek110.2
Waldemar Karwowski — Shaida Kargarnovin110.2
Grace Bochenek — Shaida Kargarnovin110.2

Graph construction and limits

Each distinct paper contributes an undirected pair for every two eligible identities in its deduplicated latest OpenAlex author list. Self-loops are removed. Solo papers count toward an author's paper total but create no edge. The selected display is an ego subgraph. Paper, collaborator, weighted-degree, and active-span metrics for every displayed node use the full filtered provider view; component size describes the focal author's component.

Immutable provider payloads are stored once. A separate receipt log records a later delivery of an earlier payload, so roster reversions remain visible. Exact duplicate receipts are idempotent. Equal timestamps use receipt insertion order as the tie-breaker.

Co-authorship records shared paper attribution only. It does not establish contribution size, research quality, influence, friendship, topic similarity, or citation relationships.